Nvidia's KV Cache Transform Coding (KVTC) compresses LLM key-value cache by 20x without model changes, cutting GPU memory costs and time-to-first-token by up to 8x for multi-turn AI applications.

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Abstract: This study proposes a new compression algorithm for health data management, which is a derivative of the JPEG algorithm. The proposed method has shown improvement in compression ratio ...

Traditional lossy compression algorithms like JPEG are not data-specific and may not achieve the best possible compression rates for datasets where images are semantically related. This project ...

You might be staring at your SEO checklist in disbelief right now. Rightfully so. You’re already optimized the metadata, headers, internal links, copy, and even done some technical setup for every ...

Abstract: We propose a new algorithm for the compression factor control (CF-CTRL) when the JPEG compression algorithm is used. It can be used, for example, in the digital still cameras (DSCs), where a ...

The discrete cosine transform (DCT) remains a cornerstone of modern image and video compression techniques, enabling the decomposition of visual data into frequency components that can be efficiently ...

Hi,it's a nice work! In paper DFFN part, you described 'Motivated by the JPEG compression algorithm, we introduce a learnable quantization matrix W and learn it by an inverse method of JPEG ...

The ongoing evolution of image compression formats has led to a significant shift in the way we store and transmit images online. JPEG, the longstanding format, has been the go-to for decades due to ...

The GPU maker named after a Roman vengeance daemon, Nvidia has published a paper which details a new algorithm for texture compression which could reduce system requirements for future AAA titles. The ...